EP3752973A4 - System and method for generating aspect-enhanced explainable description-based recommendations - Google Patents

System and method for generating aspect-enhanced explainable description-based recommendations Download PDF

Info

Publication number
EP3752973A4
EP3752973A4 EP19823313.2A EP19823313A EP3752973A4 EP 3752973 A4 EP3752973 A4 EP 3752973A4 EP 19823313 A EP19823313 A EP 19823313A EP 3752973 A4 EP3752973 A4 EP 3752973A4
Authority
EP
European Patent Office
Prior art keywords
explainable
enhanced
description
based recommendations
generating aspect
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Ceased
Application number
EP19823313.2A
Other languages
German (de)
French (fr)
Other versions
EP3752973A1 (en
Inventor
Justin Martineau
Christian Koehler
Hongxia Jin
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Samsung Electronics Co Ltd
Original Assignee
Samsung Electronics Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Samsung Electronics Co Ltd filed Critical Samsung Electronics Co Ltd
Publication of EP3752973A1 publication Critical patent/EP3752973A1/en
Publication of EP3752973A4 publication Critical patent/EP3752973A4/en
Ceased legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33—Querying
    • G06F16/335—Filtering based on additional data, e.g. user or group profiles
    • G06F16/337—Profile generation, learning or modification
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/901—Indexing; Data structures therefor; Storage structures
    • G06F16/9024—Graphs; Linked lists
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • G06N5/022—Knowledge engineering; Knowledge acquisition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Databases & Information Systems (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
EP19823313.2A 2018-06-21 2019-06-21 System and method for generating aspect-enhanced explainable description-based recommendations Ceased EP3752973A4 (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862688196P 2018-06-21 2018-06-21
US16/246,775 US11995564B2 (en) 2018-06-21 2019-01-14 System and method for generating aspect-enhanced explainable description-based recommendations
PCT/KR2019/007481 WO2019245316A1 (en) 2018-06-21 2019-06-21 System and method for generating aspect-enhanced explainable description-based recommendations

Publications (2)

Publication Number Publication Date
EP3752973A1 EP3752973A1 (en) 2020-12-23
EP3752973A4 true EP3752973A4 (en) 2020-12-23

Family

ID=68981968

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19823313.2A Ceased EP3752973A4 (en) 2018-06-21 2019-06-21 System and method for generating aspect-enhanced explainable description-based recommendations

Country Status (4)

Country Link
US (1) US11995564B2 (en)
EP (1) EP3752973A4 (en)
CN (1) CN112313697A (en)
WO (1) WO2019245316A1 (en)

Families Citing this family (34)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11636123B2 (en) * 2018-10-05 2023-04-25 Accenture Global Solutions Limited Density-based computation for information discovery in knowledge graphs
US11074266B2 (en) * 2018-10-11 2021-07-27 International Business Machines Corporation Semantic concept discovery over event databases
US20200118029A1 (en) * 2018-10-14 2020-04-16 Troy DeBraal General Content Perception and Selection System.
US12034747B2 (en) * 2019-03-08 2024-07-09 International Business Machines Corporation Unsupervised learning to simplify distributed systems management
CN111522979B (en) * 2020-04-20 2023-09-29 携程旅游网络技术（上海）有限公司 Picture sorting recommendation method and device, electronic equipment and storage medium
US20210365818A1 (en) * 2020-05-20 2021-11-25 Samsung Electronics Co., Ltd. System and method for explainable embedding-based recommendation system
CN111708964B (en) * 2020-05-27 2023-06-20 北京百度网讯科技有限公司 Recommendation method and device for multimedia resources, electronic equipment and storage medium
CA3179971A1 (en) * 2020-06-01 2021-12-09 Simon Hughes Essential accessory recommendations
CN112100392B (en) * 2020-07-28 2022-03-15 浙江大学 Equipment fault tracing method based on reinforcement learning and knowledge graph
US11727685B2 (en) * 2020-07-29 2023-08-15 Kpmg Llp System and method for generation of process graphs from multi-media narratives
CN112100369B (en) * 2020-07-29 2022-06-10 浙江大学 Semantic-combined network fault association rule generation method and network fault detection method
CN112102029B (en) * 2020-08-20 2022-10-14 浙江大学 Knowledge graph-based long-tail recommendation calculation method
CN111986006A (en) * 2020-09-02 2020-11-24 深圳壹账通智能科技有限公司 Product recommendation method and device based on knowledge graph, computer equipment and storage medium
CN112035682B (en) * 2020-09-28 2021-04-20 上海松鼠课堂人工智能科技有限公司 Character model analysis processing method and system based on knowledge graph
AU2021370972A1 (en) * 2020-10-26 2023-06-22 TruValue Labs, Inc. Systems and method for dynamically updating materiality distributions and classifications in multiple dimensions
US11307881B1 (en) * 2020-11-11 2022-04-19 Adobe Inc. Systems for generating suggestions with knowledge graph embedding vectors
CN112528153B (en) * 2020-12-22 2024-03-08 北京百度网讯科技有限公司 Content recommendation method, device, apparatus, storage medium, and program product
CN112487200B (en) * 2020-11-25 2022-06-07 吉林大学 Improved deep recommendation method containing multi-side information and multi-task learning
CN112417298B (en) * 2020-12-07 2021-06-29 中山大学 Cross-domain recommendation method and system based on a small number of overlapped users
US20220188895A1 (en) * 2020-12-14 2022-06-16 Adobe Inc. Product feature extraction from structured and unstructured texts using knowledge base
US20220188850A1 (en) * 2020-12-15 2022-06-16 Accenture Global Solutions Limited Utilizing machine learning models for data-driven customer segmentation
US11631106B2 (en) * 2020-12-31 2023-04-18 Thrive Market, Inc. Apparatus, computer-implemented method, and computer program product for programmatically selecting a user survey data object from a set of user survey data objects and for selecting ranking model(s) for utilization based on survey engagement data associated with the selected user survey data object
CN112733027B (en) * 2021-01-08 2022-10-25 西安交通大学 Hybrid recommendation method based on local and global representation model joint learning
CN112785376B (en) * 2021-01-20 2022-08-19 电子科技大学 Multi-domain recommendation method based on multi-task learning
WO2022231522A1 (en) * 2021-04-28 2022-11-03 Nanyang Technological University Explainable recommendation system and method
US20220374805A1 (en) * 2021-05-18 2022-11-24 Ebay Inc. Inventory Item Prediction and Listing Recommendation
US20220382741A1 (en) * 2021-05-28 2022-12-01 Neo4J Sweden Ab Graph embeddings via node-property-aware fast random projection
CN113792163B (en) * 2021-08-09 2022-12-27 北京达佳互联信息技术有限公司 Multimedia recommendation method and device, electronic equipment and storage medium
US11645095B2 (en) * 2021-09-14 2023-05-09 Adobe Inc. Generating and utilizing a digital knowledge graph to provide contextual recommendations in digital content editing applications
US20230196019A1 (en) * 2021-12-17 2023-06-22 Intuit Inc. Extracting explainable corpora embeddings
CN114691896B (en) * 2022-05-31 2022-09-13 浙江大学 Knowledge graph data cleaning method and device
US20240064354A1 (en) * 2022-08-18 2024-02-22 Roku, Inc. Recommendation system with reduced bias based on a view history
CN115114542B (en) * 2022-08-26 2022-11-18 北京高德云信科技有限公司 Object recommendation method, system, training method, medium and computer equipment
WO2024072412A1 (en) * 2022-09-30 2024-04-04 Rakuten Symphony Singapore Pte. Ltd. System, method, device, and program for enhanced graph-based node classification

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160042435A1 (en) * 2002-04-17 2016-02-11 Ebay Inc. Generating a recommendation

Family Cites Families (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6845374B1 (en) 2000-11-27 2005-01-18 Mailfrontier, Inc System and method for adaptive text recommendation
US7447667B2 (en) 2002-12-11 2008-11-04 International Business Machines Corporation Method and knowledge structures for reasoning about concepts, relations, and rules
US9269068B2 (en) * 2006-05-05 2016-02-23 Visible Technologies Llc Systems and methods for consumer-generated media reputation management
US9269090B2 (en) 2008-08-18 2016-02-23 Nokia Technologies Oy Method, apparatus and computer program product for providing indications regarding recommended content
US9141694B2 (en) * 2008-12-18 2015-09-22 Oracle America, Inc. Method and apparatus for user-steerable recommendations
US8645287B2 (en) 2010-02-04 2014-02-04 Microsoft Corporation Image tagging based upon cross domain context
US10303999B2 (en) * 2011-02-22 2019-05-28 Refinitiv Us Organization Llc Machine learning-based relationship association and related discovery and search engines
EP2546759A1 (en) * 2011-07-15 2013-01-16 Irdeto Corporate B.V. Generation of recommendation values
US9195769B2 (en) * 2011-07-20 2015-11-24 Opentable, Inc. Method and apparatus for quickly evaluating entities
US9195945B2 (en) 2013-03-11 2015-11-24 Arris Technology, Inc. Inferring attribute and item preferences
US9824152B1 (en) 2014-05-30 2017-11-21 Yummly, Inc. Recipe recommendation
US20160196490A1 (en) * 2015-01-02 2016-07-07 International Business Machines Corporation Method for Recommending Content to Ingest as Corpora Based on Interaction History in Natural Language Question and Answering Systems
US20160259857A1 (en) 2015-03-06 2016-09-08 Microsoft Technology Licensing, Llc User recommendation using a multi-view deep learning framework
US20160300292A1 (en) 2015-04-08 2016-10-13 Twiggle Ltd. Product navigation tool
US20170006356A1 (en) * 2015-07-01 2017-01-05 Microsoft Corporation Augmented experience of media presentation events
US20170091838A1 (en) 2015-09-30 2017-03-30 International Business Machines Corporation Product recommendation using sentiment and semantic analysis
US20170103337A1 (en) * 2015-10-08 2017-04-13 International Business Machines Corporation System and method to discover meaningful paths from linked open data
US10242074B2 (en) * 2016-02-03 2019-03-26 Facebook, Inc. Search-results interfaces for content-item-specific modules on online social networks
US11049137B2 (en) 2016-09-15 2021-06-29 Andrey Yurevich Boyarshinov System and method for human personality diagnostics based on computer perception of observable behavioral manifestations of an individual
US10621511B2 (en) * 2016-11-09 2020-04-14 Cognitive Scale, Inc. Method for using hybrid blockchain data architecture within a cognitive environment
US10878309B2 (en) * 2017-01-03 2020-12-29 International Business Machines Corporation Determining context-aware distances using deep neural networks

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160042435A1 (en) * 2002-04-17 2016-02-11 Ebay Inc. Generating a recommendation

Also Published As

Publication number Publication date
CN112313697A (en) 2021-02-02
WO2019245316A1 (en) 2019-12-26
US11995564B2 (en) 2024-05-28
US20190392330A1 (en) 2019-12-26
EP3752973A1 (en) 2020-12-23

Similar Documents

Publication Publication Date Title
EP3752973A4 (en) System and method for generating aspect-enhanced explainable description-based recommendations
SG11202006772QA (en) System and method for decentralized-identifier creation
EP3560232A4 (en) Method and apparatus for beam management
GB201812141D0 (en) Method and system for generating an image
EP3742323A4 (en) Blockchain generating method, and related device and system
EP3603165A4 (en) System and method for beam management procedure configuration
EP3697022A4 (en) Mobility management method, apparatus and system
EP3761658A4 (en) Device management system and device management method
CA3242304A1 (en) System and method for beam management
EP3701665A4 (en) System and method for generating a blockchain application for different blockchain technologies
EP3741050A4 (en) Method and apparatus for beam management
EP3525398A4 (en) Protection method and system for cdn client source station
EP3485694A4 (en) System and method for connection management
EP3847803A4 (en) Method and system for machine concept understanding
EP3874298A4 (en) System and method for ultra-high-resolution ranging using rfid
EP3622459A4 (en) Method and apparatus for generating workflow
GB2578090B (en) System and method for maintaining power source
EP3688925A4 (en) Method and system for key agreement utilizing semigroups
EP3766064A4 (en) System, method, and apparatus for providing help
EP3847577A4 (en) A method and system for cosmetic recommendations
EP3764654A4 (en) Device management method and device management system
EP3646315A4 (en) System and method for automatically generating media
EP3616111A4 (en) System and method for generating access credentials
EP3844610A4 (en) Method and system for performing parallel computation
EP3827301A4 (en) System and method for mapping

Legal Events

Date Code Title Description
STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE

PUAI Public reference made under article 153(3) epc to a published international application that has entered the european phase

Free format text: ORIGINAL CODE: 0009012

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE

17P Request for examination filed

Effective date: 20200914

A4 Supplementary search report drawn up and despatched

Effective date: 20201005

AK Designated contracting states

Kind code of ref document: A1

Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR

AX Request for extension of the european patent

Extension state: BA ME

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: EXAMINATION IS IN PROGRESS

DAV Request for validation of the european patent (deleted)
DAX Request for extension of the european patent (deleted)
17Q First examination report despatched

Effective date: 20210913

REG Reference to a national code

Ref country code: DE

Ref legal event code: R003

STAA Information on the status of an ep patent application or granted ep patent

Free format text: STATUS: THE APPLICATION HAS BEEN REFUSED

18R Application refused

Effective date: 20231023